What I Hate About Machine Learning

I describe what I hate most about Machine Learning. Hopefully, this video will not scare you, but on the opposite, it will inspire you to start with Machine Learning.

 

What I Love About Machine Learning

I describe what I love most about Machine Learning. Hopefully, this will inspire you to jump into the exciting field of ML.

 

My Machine Learning Experience

I talk about my own Machine Learning experience and why I decided to convert to ML from enterprise software development with Oracle tools.

 

FastAPI and Oracle DB Client in Docker

I describe how to dockerize Oracle DB Client with FastAPI and Uvicorn. The end result - you will be able to connect to Oracle Cloud DB and expose REST services through FastAPI in Python.

 

TensorFlow.js Blueprint App Step by Step

I describe how to prepare data that comes from API into TensorFlow.js Dataset structure, how to shuffle, normalize, one-hot-encode, and batch the data. Next, I go on model training and explain why fitDataset is recommended way to train a neural network in TensorFlow.js. At last, I show how to do inference and print the results. This app is built with React, but the same code can be reused with any JS toolkit/framework.

 

Rabbit MQ with Docker for Microservices

Rabbit MQ message broker helps to implement event-driven architecture for microservices. Instead of tight coupling multiple services, we can send and subscribe to events. In this video, I explain how to dockerize Rabbit MQ and provide a simple, but complete example of communication through Rabbit MQ.

 

React and TensorFlow.js

I explain how to create React app with Yarn and how to integrate TensorFlow.js into that app. A simple model is trained with TensorFlow.js to give you a good starting point. I also show how to run the predict function and read the output.